{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# This allows multiple outputs from a single jupyter notebook cell:\n",
    "from IPython.core.interactiveshell import InteractiveShell\n",
    "InteractiveShell.ast_node_interactivity = \"all\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import pandas as pd\n",
    "import mplfinance as mpf\n",
    "import io"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "\n",
    "# Saving your plot to a file (or to an io buffer):\n",
    "\n",
    "- `mplfinance.plot()` allows you to save your plot to a file, or io-buffer, using the `savefig` keyword.\n",
    "- The value of `savefig` may be a `str`, `dict`, or `io.ByteIO` object.  \n",
    "  - If the value is a `str` then it is assumed to be the file name to which to save the figure/plot.\n",
    "  - If the value is an `io.ByteIO` object, then the figure will be saved to the io buffer object.  This avoids interaction with disk, and can also be useful when mplfinance is behind a web server (so that requests for an image file can be serviced without going to disk).\n",
    "\n",
    "If the file extension is one of those recognized by `matplotlib.pyplot.savefig()` then the file type will be inferred from the extension, for example: `.pdf`, `.svg`, `.png`, `.jpg` ...\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_csv('data/SP500_NOV2019_Hist.csv',index_col=0,parse_dates=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "%%capture \n",
    "## cell magic function `%%capture` blocks jupyter notebook output,\n",
    "## which is not needed here since the plot is saved to a file anyway:\n",
    "mpf.plot(df,type='candle',volume=True,savefig='testsave.png')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "\n",
    "### We can use IPython.display.Image to display the image file here in the notebook:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "import IPython.display as IPydisplay"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "-rw-rw-rw- 1 dino dino 25044 May 20 13:55 \u001b[0m\u001b[01;35mtestsave.png\u001b[0m\r\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%ls -l testsave.png\n",
    "IPydisplay.Image(filename='testsave.png')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "\n",
    "### We can use io to save the plot as a byte buffer:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "%%capture \n",
    "## cell magic function `%%capture` blocks jupyter notebook output, \n",
    "## which is not needed here, since the plot is saved to the io-buffer anyway:\n",
    "buf = io.BytesIO()\n",
    "mpf.plot(df,type='candle',volume=True,savefig=buf)\n",
    "buf.seek(0)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### We can use Ipython.display.Image to display the image in the ioBytes buffer:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "IPydisplay.Image(buf.read())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "\n",
    "# Specifying image attributes with `savefig`\n",
    "\n",
    "We can control various attributes of the saved figure/plot by passing a `dict`ionary as the value for the `savefig` keyword.\n",
    "\n",
    "The dictionary **must** contain the keyword `fname` for the file name to be saved, **and *may* contain any of the other keywords accepted by [`matplotlib.pyplot.savefig()`](https://matplotlib.org/3.1.1/api/_as_gen/matplotlib.pyplot.savefig.html)**  (for example: dpi, facecolor, edgecolor, orientation, format, metadata, quality)\n",
    "\n",
    "When creating the `dict`, I recommend using the `dict()` constructor so that that `keyword=` syntax may be used and thereby more closely resemble calling:\n",
    "**[`matplotlib.pyplot.savefig()`](https://matplotlib.org/3.1.1/api/_as_gen/matplotlib.pyplot.savefig.html)**\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "%%capture\n",
    "## %%capture blocks jupyter notebook output; plots are saved to files anyway:\n",
    "save = dict(fname='tsave30.jpg',dpi=30,pad_inches=0.25)\n",
    "mpf.plot(df,volume=True,savefig=save)\n",
    "mpf.plot(df,volume=True,savefig=dict(fname='tsave100.jpg',dpi=100,pad_inches=0.25))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "-rw-rw-rw- 1 dino dino 11012 May 20 13:55 \u001b[0m\u001b[01;35mtsave30.jpg\u001b[0m\n",
      "-rw-rw-rw- 1 dino dino 54178 May 20 13:55 \u001b[0m\u001b[01;35mtsave100.jpg\u001b[0m\n"
     ]
    },
    {
     "data": {
      "image/jpeg": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/jpeg": 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      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%ls -l tsave30.jpg\n",
    "%ls -l tsave100.jpg\n",
    "IPydisplay.Image(filename='tsave30.jpg')\n",
    "IPydisplay.Image(filename='tsave100.jpg')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Specifying image attributes (via `savefig`) dict also works with an io.BytesIO buffer:\n",
    "- Just assign the io-buffer to the `fname` key in the savefig dict"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "s = mpf.make_mpf_style(base_mpf_style='default',figcolor='c')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x575 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mpf.plot(df,volume=True,style=s)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "%%capture\n",
    "buf30dpi  = io.BytesIO()\n",
    "buf100dpi = io.BytesIO()\n",
    "mpf.plot(df,volume=True,savefig=dict(fname=buf30dpi ,dpi=30 ,pad_inches=0.25),style=s)\n",
    "mpf.plot(df,volume=True,savefig=dict(fname=buf100dpi,dpi=100,pad_inches=0.25),style=s)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Use Ipython.display.Image to display the buffer contents:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "_ = buf30dpi.seek(0)\n",
    "IPydisplay.Image(buf30dpi.read())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "_ = buf100dpi.seek(0)\n",
    "IPydisplay.Image(buf100dpi.read())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "\n",
    "## A note about `jpeg` files:\n",
    "\n",
    "**[`matplotlib.pyplot.savefig()`](https://matplotlib.org/3.1.1/api/_as_gen/matplotlib.pyplot.savefig.html)** uses the Python Image Library (PIL or pillow) to save jpeg files.  \n",
    "Thus you must have pillow installed (`pip install pillow`) to save jpeg images.  \n",
    "\n",
    "**Version 3.1.2 of matplotlib has an incompatibility with version 7.x.x of pillow** (which was released to PyPI on On January 2, 2020.  This incompatibility was **[fixed here](https://github.com/matplotlib/matplotlib/pull/16086/commits)** however (as of this writting) the fixed version of matplotlib was not yet on PyPI (to be pip installable), *but it may be by the time you read this*.\n",
    "\n",
    "If you encounter an exception when trying to save a jpeg file, that says \"format 'jpg' is not supported\" check that you have pillow installed.  If you do have pillow 7.x.x installed, and you are encountering this exception, the permanent fix for the problem is to upgrade to the new version of matplotlib `pip install --upgrade matplotlib`.  (This should work if the new version of matplotlib is on Pypi at the time).\n",
    "\n",
    "If upgrading matplotlib doesn't work, you can immediately fix this problem in one of the following temporary solutions:\n",
    "\n",
    "- install the previous version of pillow: **`pip install Pillow==6.2.2`**\n",
    "- edit your installed version of `.../site-packages/matplotlib/backend_bases.py` and apply **[this one-line fix](https://github.com/matplotlib/matplotlib/pull/16086/files).**\n",
    "\n",
    "\n",
    "---"
   ]
  }
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